| --- |
| license: apache-2.0 |
| task_categories: |
| - visual-question-answering |
| - image-to-text |
| - text-to-image |
| language: |
| - en |
| tags: |
| - benchmark |
| - design |
| - multimodal |
| - graphic-design |
| - svg |
| - typography |
| - layout |
| - animation |
| - lottie |
| pretty_name: "GDB: GraphicDesignBench" |
| size_categories: |
| - 1K<n<10K |
| configs: |
| - config_name: category-1 |
| data_files: |
| - split: train |
| path: "category-1/train-*" |
| - config_name: category-2 |
| data_files: |
| - split: train |
| path: "category-2/train-*" |
| - config_name: image-6 |
| data_files: |
| - split: train |
| path: "image-6/train-*" |
| - config_name: layout-1 |
| data_files: |
| - split: train |
| path: "layout-1/train-*" |
| - config_name: layout-2 |
| data_files: |
| - split: train |
| path: "layout-2/train-*" |
| - config_name: layout-3 |
| data_files: |
| - split: train |
| path: "layout-3/train-*" |
| - config_name: layout-4 |
| data_files: |
| - split: train |
| path: "layout-4/train-*" |
| - config_name: layout-5 |
| data_files: |
| - split: train |
| path: "layout-5/train-*" |
| - config_name: layout-6 |
| data_files: |
| - split: train |
| path: "layout-6/train-*" |
| - config_name: layout-7 |
| data_files: |
| - split: train |
| path: "layout-7/train-*" |
| - config_name: layout-8 |
| data_files: |
| - split: train |
| path: "layout-8/train-*" |
| - config_name: lottie-1 |
| data_files: |
| - split: train |
| path: "lottie-1/train-*" |
| - config_name: lottie-2 |
| data_files: |
| - split: train |
| path: "lottie-2/train-*" |
| - config_name: svg-1 |
| data_files: |
| - split: train |
| path: "svg-1/train-*" |
| - config_name: svg-2 |
| data_files: |
| - split: train |
| path: "svg-2/train-*" |
| - config_name: svg-3 |
| data_files: |
| - split: train |
| path: "svg-3/train-*" |
| - config_name: svg-4 |
| data_files: |
| - split: train |
| path: "svg-4/train-*" |
| - config_name: svg-5 |
| data_files: |
| - split: train |
| path: "svg-5/train-*" |
| - config_name: svg-6 |
| data_files: |
| - split: train |
| path: "svg-6/train-*" |
| - config_name: svg-7 |
| data_files: |
| - split: train |
| path: "svg-7/train-*" |
| - config_name: svg-8 |
| data_files: |
| - split: train |
| path: "svg-8/train-*" |
| - config_name: template-1 |
| data_files: |
| - split: train |
| path: "template-1/train-*" |
| - config_name: template-2 |
| data_files: |
| - split: train |
| path: "template-2/train-*" |
| - config_name: template-3 |
| data_files: |
| - split: train |
| path: "template-3/train-*" |
| - config_name: template-4 |
| data_files: |
| - split: train |
| path: "template-4/train-*" |
| - config_name: template-5 |
| data_files: |
| - split: train |
| path: "template-5/train-*" |
| - config_name: temporal-1 |
| data_files: |
| - split: train |
| path: "temporal-1/train-*" |
| - config_name: temporal-2 |
| data_files: |
| - split: train |
| path: "temporal-2/train-*" |
| - config_name: temporal-3 |
| data_files: |
| - split: train |
| path: "temporal-3/train-*" |
| - config_name: temporal-4 |
| data_files: |
| - split: train |
| path: "temporal-4/train-*" |
| - config_name: temporal-5 |
| data_files: |
| - split: train |
| path: "temporal-5/train-*" |
| - config_name: temporal-6 |
| data_files: |
| - split: train |
| path: "temporal-6/train-*" |
| - config_name: typography-1 |
| data_files: |
| - split: train |
| path: "typography-1/train-*" |
| - config_name: typography-2 |
| data_files: |
| - split: train |
| path: "typography-2/train-*" |
| - config_name: typography-3 |
| data_files: |
| - split: train |
| path: "typography-3/train-*" |
| - config_name: typography-4 |
| data_files: |
| - split: train |
| path: "typography-4/train-*" |
| - config_name: typography-5 |
| data_files: |
| - split: train |
| path: "typography-5/train-*" |
| - config_name: typography-6 |
| data_files: |
| - split: train |
| path: "typography-6/train-*" |
| - config_name: typography-7 |
| data_files: |
| - split: train |
| path: "typography-7/train-*" |
| - config_name: typography-8 |
| data_files: |
| - split: train |
| path: "typography-8/train-*" |
| --- |
| |
| # GDB: GraphicDesignBench |
|
|
| 40 benchmarks for evaluating vision-language models on graphic design tasks — layout, typography, SVG, template matching, animation. Built on 1,148 real design layouts from the [Lica dataset](https://lica.world). |
|
|
| **Paper:** [arXiv:2604.04192](https://arxiv.org/abs/2604.04192) | **Code:** [github.com/lica-world/GDB](https://github.com/lica-world/GDB) | **Blog:** [lica.world](https://lica.world/blog/gdb-real-world-benchmark-for-graphic-design) |
|
|
| ## Usage |
|
|
| ```python |
| from datasets import load_dataset |
| |
| ds = load_dataset("lica-world/GDB", "svg-1") |
| ``` |
|
|
| ## Schema |
|
|
| | Field | Type | Description | |
| |-------|------|-------------| |
| | `sample_id` | string | Sample identifier | |
| | `benchmark_id` | string | e.g. `svg-1`, `typography-3` | |
| | `domain` | string | layout, typography, svg, template, temporal, category, lottie | |
| | `task_type` | string | `understanding` or `generation` | |
| | `prompt` | string | Evaluation prompt | |
| | `ground_truth` | string | Expected answer (JSON for complex types) | |
| | `image` | Image | Input image (when applicable) | |
| | `input_image_asset` | Image | Auxiliary source image for generation/editing tasks | |
| | `mask_asset` | Image | Auxiliary edit mask for generation/editing tasks | |
| | `ground_truth_image_asset` | Image | Auxiliary target/reference image for generation metrics | |
| | `metadata` | string | Task-specific fields as JSON | |
|
|
| ## Evaluation |
|
|
| ```bash |
| pip install git+https://github.com/lica-world/GDB.git |
| ``` |
|
|
| ```python |
| from gdb.registry import BenchmarkRegistry |
| |
| registry = BenchmarkRegistry() |
| registry.discover() |
| bench = registry.get("svg-1") |
| scores = bench.evaluate(predictions, ground_truth) |
| ``` |
|
|
| ## Citation |
|
|
| ```bibtex |
| @article{gdb2026, |
| title={GDB: A Real-World Benchmark for Graphic Design}, |
| author={Deganutti, Adrienne and Hirsch, Elad and Zhu, Haonan and Seol, Jaejung and Mehta, Purvanshi}, |
| journal={arXiv preprint arXiv:2604.04192}, |
| year={2026} |
| } |
| ``` |
|
|
| Apache 2.0 |
|
|
